The goal of scientific taxonomy is to come up with classification schemes that conform to nature's own. This Element surveys existing philosophical accounts of natural kinds, defends a naturalist alternative, and applies it to case studies in a diverse set of sciences. This title is also available as Open Access on Cambridge Core.